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Liwen Xiao, Shijia Wang, Songpei Xu, Qiang Xiao, Da Guo, Yintao Ren, Dongjing Wang, Chuanjiang Luo · 2026 · Lecture notes in computer science · DOI 10.1007/978-981-92-0378-9_38

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cs.IR 1

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2026 1

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Melo: A Production LLM-Powered Music Recommendation Agent

cs.IR · 2026-07-26 · conditional · novelty 5.5

Production music agent Melo cuts entity misID 7.8 pp and recovers 59% of sparse long-tail sessions via named grounding and reflective retry, with >2 pp retention and >1 min engagement lifts online.

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  • Melo: A Production LLM-Powered Music Recommendation Agent cs.IR · 2026-07-26 · conditional · none · ref 18

    Production music agent Melo cuts entity misID 7.8 pp and recovers 59% of sparse long-tail sessions via named grounding and reflective retry, with >2 pp retention and >1 min engagement lifts online.